{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/chenpeiwen/opt/anaconda3/envs/tf20/lib/python3.7/site-packages/ipykernel_launcher.py:10: DeprecationWarning: The binary mode of fromstring is deprecated, as it behaves surprisingly on unicode inputs. Use frombuffer instead\n",
      "  # Remove the CWD from sys.path while we load stuff.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "param  _wave_params(nchannels=1, sampwidth=2, framerate=16000, nframes=16000, comptype='NONE', compname='not compressed')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##记录一下 shift+tab 查看wav api. 源码api说明路径~/opt/anaconda3/envs/tf20/lib/python3.7/wav.py\n",
    "##公式参考 http://www.practicalcryptography.com/miscellaneous/machine-learning/guide-mel-frequency-cepstral-coefficients-mfccs/\n",
    "import wave\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fw = wave.open('data/seven/fffcabd1_nohash_1.wav','r')\n",
    "soundInfo = fw.readframes(-1)\n",
    "#print(soundInfo.dtype)\n",
    "#print(soundInfo)\n",
    "soundInfo = np.fromstring(soundInfo,np.int16)\n",
    "#soundInfo2 = soundInfo.tostring()\n",
    "#print(soundInfo2)\n",
    "f = fw.getframerate()\n",
    "param = fw.getparams()\n",
    "print('param ' ,param)\n",
    "fw.close()\n",
    "\n",
    "plt.subplot(211)\n",
    "plt.plot(soundInfo)\n",
    "plt.ylabel('Amplitude')\n",
    "plt.title('Wave from and spectrogram of test.wav')\n",
    "\n",
    "plt.subplot(212)\n",
    "plt.specgram(soundInfo,Fs = f, scale_by_freq = True, sides = 'default')\n",
    "plt.ylabel('Frequency')\n",
    "plt.xlabel('time(seconds)')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$H(z)=1-uz^{-1}$$\n",
    "$$y(t)=x(t)−αx(t−1)$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ -1.   -24.03  -6.75 ... -46.87  30.75  13.74]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#预加重\n",
    "def pre_emphasis(signal, coefficient=0.97):\n",
    "    return np.append(signal[0], signal[1:] - coefficient * signal[:-1])\n",
    "emphasized_signal2 = pre_emphasis(soundInfo)\n",
    "\n",
    "plt.subplot(211)\n",
    "plt.plot(soundInfo)\n",
    "plt.ylabel('Amplitude')\n",
    "plt.title('Wave from and spectrogram of test.wav')\n",
    "plt.subplot(212)\n",
    "plt.plot(emphasized_signal2)\n",
    "plt.ylabel('Amplitude')\n",
    "#plt.title('Wave from and spectrogram of test.wav to emphasized_signal2')\n",
    "\n",
    "print (emphasized_signal2)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "#我的目标是把预加重处理之后的数据再创建一个新的wav\n",
    "fw = wave.open('fffcabd1_nohash_1_yjc.wav','w')\n",
    "fw.setparams(param)\n",
    "fw.writeframes(emphasized_signal2.astype(np.short).tostring());\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "frame_length 400\n",
      "signal_length 16000\n",
      "frame_step 160\n",
      "num_frames 98\n",
      "pad_signal_length 16080\n",
      "indices [[    0     1     2 ...   397   398   399]\n",
      " [  160   161   162 ...   557   558   559]\n",
      " [  320   321   322 ...   717   718   719]\n",
      " ...\n",
      " [15200 15201 15202 ... 15597 15598 15599]\n",
      " [15360 15361 15362 ... 15757 15758 15759]\n",
      " [15520 15521 15522 ... 15917 15918 15919]]\n",
      "frames (98, 400)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#分帧 这一步背后的基本原理是信号中的频率随时间而变化，所以在大多数情况下，对整个信号进行傅立叶变换是没有意义的，因为我们会随着时间的推移丢失信号的频率轮廓。为了避免这种情况，我们可以安全地假设信号中的频率在很短的时间内是平稳的。因此，通过在这个短时间帧内进行傅里叶变换，我们可以通过连接相邻帧来获得信号的频率轮廓的良好近似。\n",
    "emphasized_signal = emphasized_signal2\n",
    "sample_rate = 16000\n",
    "frame_size=0.025\n",
    "frame_stride=0.01\n",
    "frame_length,frame_step=frame_size*sample_rate,frame_stride*sample_rate\n",
    "signal_length=len(emphasized_signal)\n",
    "frame_length=int(round(frame_length))\n",
    "frame_step=int(round(frame_step))\n",
    "num_frames=int(numpy.ceil(float(numpy.abs(signal_length-frame_length))/frame_step))\n",
    "print('frame_length',frame_length)\n",
    "print('signal_length',signal_length)\n",
    "print('frame_step',frame_step)\n",
    "print('num_frames',num_frames)\n",
    "\n",
    "pad_signal_length=num_frames*frame_step+frame_length\n",
    "print('pad_signal_length',pad_signal_length)\n",
    "z=numpy.zeros((pad_signal_length-signal_length))\n",
    "pad_signal=numpy.append(emphasized_signal,z)\n",
    "\n",
    "indices = numpy.tile(numpy.arange(0, frame_length), (num_frames, 1)) + numpy.tile(numpy.arange(0, num_frames * frame_step, frame_step), (frame_length, 1)).T\n",
    "\n",
    "print('indices',indices)\n",
    "\n",
    "frames = pad_signal[numpy.mat(indices).astype(numpy.int32, copy=False)]\n",
    "\n",
    "print('frames',frames.shape)\n",
    "#frames_up = frames *5000  #对声音进行放大  OMG!!!\n",
    "frames_up = frames\n",
    "\n",
    "plt.subplot(211)\n",
    "plt.plot(pad_signal)\n",
    "plt.subplot(212)\n",
    "plt.plot(frames_up.flatten())\n",
    "plt.show()\n",
    "\n",
    "#好吧 分帧之后的声音有点像机器人\n",
    "fw = wave.open('fffcabd1_nohash_1_fenzhen.wav','w')\n",
    "fw.setparams(param)\n",
    "fw.writeframes(frames_up.flatten().astype(np.short).tostring());\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(400,)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#window plus\n",
    "hanming = numpy.hamming(frame_length)\n",
    "#hanming = 0.54 - 0.46 * numpy.cos((2 * numpy.pi * 12) / (frame_length - 1))\n",
    "plt.plot(hanming)\n",
    "plt.show()\n",
    "print(hanming.shape)\n",
    "frames *= hanming # Explicit Implementation **123\n",
    "plt.subplot(311)\n",
    "plt.plot(pad_signal)\n",
    "plt.subplot(312)\n",
    "plt.plot(frames_up.flatten())\n",
    "plt.subplot(313)\n",
    "plt.plot(frames.flatten())\n",
    "plt.show()\n",
    "\n",
    "#好吧 加窗后出现抖动 感觉像对着电风扇说话的声音\n",
    "fw = wave.open('fffcabd1_nohash_1_hanming.wav','w')\n",
    "fw.setparams(param)\n",
    "fw.writeframes(frames.flatten().astype(np.short).tostring());"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(98, 257)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#傅立叶变换和功率谱\n",
    "NFFT = 512\n",
    "mag_frames = numpy.absolute(numpy.fft.rfft(frames, NFFT))  # Magnitude of the FFT\n",
    "print(mag_frames.shape)\n",
    "pow_frames = ((1.0 / NFFT) * ((mag_frames) ** 2))  # Power Spectrum\n",
    "#plt.subplot(311)\n",
    "#plt.plot(frames[0])\n",
    "plt.subplot(211)\n",
    "plt.plot(mag_frames[0])\n",
    "plt.subplot(212)\n",
    "plt.plot(pow_frames[0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2840.023046708319\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-128.43696187  -83.096662     42.75020052   -5.67148252   14.79779425\n",
      "  -12.89394702  -11.03979274   -3.7218308    -0.77164724   -8.63633956\n",
      "   -5.8680237     6.37395139]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##将频率转换为Mel\n",
    "low_freq_mel = 0\n",
    "nfilt = 40 \n",
    "high_freq_mel = (2595 * numpy.log10(1 + (sample_rate / 2) / 700))\n",
    "print(high_freq_mel)\n",
    "mel_points = numpy.linspace(low_freq_mel, high_freq_mel, nfilt + 2)  # Equally spaced in Mel scale\n",
    "hz_points = (700 * (10**(mel_points / 2595) - 1))  # Convert Mel to Hz\n",
    "#plt.plot(hz_points)\n",
    "bin = numpy.floor((NFFT + 1) * hz_points / sample_rate)\n",
    "fbank = numpy.zeros((nfilt, int(numpy.floor(NFFT / 2 + 1))))\n",
    "\n",
    "for m in range(1, nfilt + 1):\n",
    "    f_m_minus = int(bin[m - 1])   # left\n",
    "    f_m = int(bin[m])             # center\n",
    "    f_m_plus = int(bin[m + 1])    # right\n",
    "    for k in range(f_m_minus, f_m):\n",
    "        fbank[m - 1, k] = (k - bin[m - 1]) / (bin[m] - bin[m - 1])\n",
    "    for k in range(f_m, f_m_plus):\n",
    "        fbank[m - 1, k] = (bin[m + 1] - k) / (bin[m + 1] - bin[m])\n",
    "filter_banks = numpy.dot(pow_frames, fbank.T)\n",
    "filter_banks = numpy.where(filter_banks == 0, numpy.finfo(float).eps, filter_banks)  # Numerical Stability\n",
    "filter_banks = 20 * numpy.log10(filter_banks)  # dB\n",
    "\n",
    "#print(pow_frames[0])\n",
    "plt.subplot(211)\n",
    "plt.plot(pow_frames[2])\n",
    "plt.subplot(212)\n",
    "#print(filter_banks[0])\n",
    "plt.plot(filter_banks[2])\n",
    "plt.show()\n",
    "\n",
    "num_ceps = 12\n",
    "mfcc = dct(filter_banks, type=2, axis=1, norm='ortho')[:, 1 : (num_ceps + 1)]\n",
    "(nframes, ncoeff) = mfcc.shape\n",
    "print(mfcc[0])\n",
    "plt.subplot(311)\n",
    "plt.plot(mfcc[0])\n",
    "\n",
    "n = numpy.arange(ncoeff)\n",
    "cep_lifter =22\n",
    "lift = 1 + (cep_lifter / 2) * numpy.sin(numpy.pi * n / cep_lifter)\n",
    "mfcc *= lift  #*\n",
    "plt.subplot(312)\n",
    "plt.plot(mfcc[0])\n",
    "\n",
    "#filter_banks -= (numpy.mean(filter_banks, axis=0) + 1e-8)\n",
    "mfcc -= (numpy.mean(mfcc, axis=0) + 1e-8)\n",
    "plt.subplot(313)\n",
    "plt.plot(mfcc[0])\n",
    "\n",
    "plt.show()\n",
    "\n",
    "mfcc_data = mfcc.T\n",
    "#plt.imshow(mfcc_data, cmap=plt.cm.jet, extent=[0, mfcc_data.shape[1], 0, mfcc_data.shape[0]], aspect='auto')\n",
    "plt.imshow(mfcc_data, cmap=plt.cm.jet, extent=[0, mfcc_data.shape[1], 0, mfcc_data.shape[0]], aspect='auto')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.3509349   2.99290104  0.08681617 ...  1.12688929  3.93297127\n",
      "  -3.1120754 ]\n",
      " [ 0.48529473  1.27889127 -2.9340856  ...  1.30288853  7.42730578\n",
      "  -5.12454908]\n",
      " [ 0.24829511  2.33102368  2.26053718 ...  2.65955439  3.18226649\n",
      "  -3.38019415]\n",
      " ...\n",
      " [ 0.06227079 -0.74521694 -1.25236985 ...  3.56570488  4.61584867\n",
      "  -1.48238131]\n",
      " [-0.06213085 -0.99824761 -1.9085363  ...  1.40539859  3.0990764\n",
      "  -1.84463846]\n",
      " [-0.08228968 -0.47490239 -1.16670435 ... -3.08469155 -0.77715988\n",
      "  -0.37262142]]\n",
      "(99, 13)\n"
     ]
    }
   ],
   "source": [
    "#mfcc\n",
    "from scipy.io import wavfile as wav\n",
    "from python_speech_features import *\n",
    "(rate,sig)  = wav.read('data/seven/fffcabd1_nohash_1.wav')\n",
    "#print(sig)\n",
    "wav_feature = mfcc(sig,rate)\n",
    "d_mfcc_feat = delta(wav_feature, 1)\n",
    "#print(d_mfcc_feat)\n",
    "d_mfcc_feat2 = delta(wav_feature, 2)\n",
    "feature = np.hstack((wav_feature, d_mfcc_feat, d_mfcc_feat2))\n",
    "print (wav_feature.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mfcc_data = feature\n",
    "#plt.imshow(mfcc_data, cmap=plt.cm.jet, extent=[0, mfcc_data.shape[1], 0, mfcc_data.shape[0]], aspect='auto')\n",
    "#plt.show()\n",
    "plt.imshow(mfcc_data, cmap=plt.cm.jet, aspect=0.2, extent=[0,mfcc_data.shape[0],0,mfcc_data.shape[1]])#热力图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for i in range(0,13):\n",
    "#     print (i)\n",
    "#     plt.subplot(13,1,i+1)\n",
    "#     plt.plot(mfcc_data.T[i])\n",
    "#     plt.show()\n",
    "# mfcc 的逆运算  ifft\n",
    "# s = np.fft.ifft(mfcc_data.T)\n",
    "# print (s.shape)\n",
    "# for i in range(0,13):\n",
    "#     print (i)\n",
    "#     plt.subplot(13,1,i+1)\n",
    "#     plt.plot(s[i])\n",
    "#     plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
